Design robust graph neural networks with PyTorch Geometric by combining graph theory and neural networks with the latest developments and appsPurchase of the print or Kindle book includes a free PDF eBookKey Features:Implement state-of-the-art graph neural network architectures in PythonCreate your own graph datasets from tabular dataBuild powerful traffic forecasting, recommender systems, and anomaly detection applicationsBook Description:Graph neural networks are a highly effective tool for analyzing data that can be represented as a graph, such as social networks, chemical compounds, or transportation networks. The past few years have seen an explosion in the use of graph neural networks, with their application ranging from natural language processing and computer vision to recommendation systems and drug discovery.Hands-On Graph Neural Networks Using Python begins with the fundamentals of graph theory and shows you how to create graph datasets from tabular data. As you advance, you'll explore major graph neural network architectures and learn essential concepts such as graph convolution, self-attention, link prediction, and heterogeneous graphs. Finally, the book proposes applications to solve real-life problems, enabling you to build a professional portfolio. The code is readily available online and can be easily adapted to other datasets and apps.By the end of this book, you'll have learned to create graph datasets, implement graph neural networks using Python and PyTorch Geometric, and apply them to solve real-world problems, along with building and training graph neural network models for node and graph classification, link prediction, and much more.What You Will Learn:Understand the fundamental concepts of graph neural networksImplement graph neural networks using Python and PyTorch GeometricClassify nodes, graphs, and edges using millions of samplesPredict and generate realistic graph topologiesCombine heterogeneous sources to improve performanceForecast future events using topological informationApply graph neural networks to solve real-world problemsWho this book is for:This book is for machine learning practitioners and data scientists interested in learning about graph neural networks and their applications, as well as students looking for a comprehensive reference on this rapidly growing field. Whether you're new to graph neural networks or looking to take your knowledge to the next level, this book has something for you. Basic knowledge of machine learning and Python programming will help you get the most out of this book.
As US-Russian relations scrape the depths of cold-war antagonism, the promise of partnership that beguiled American administrations during the first post-Soviet decades increasingly appears to have been false from the start. Why did American leaders persist in pursuing it? Was there another path that would have produced more constructive relations or better prepared Washington to face the challenge Russia poses today?With a practitioner's eye honed during decades of work on Russian affairs, Thomas Graham deftly traces the evolution of opposing ideas of national purpose that created an inherent tension in relations. Getting Russia Right identifies the blind spots that prevented Washington from seeing Russia as it really is and crafting a policy to advance American interests without provoking an aggressive Russian response. Distilling the Putin factor to reveal the contours of the Russia challenge facing the United States whenever he departs the scene, Graham lays out a compelling way to deal with it so that the United States can continue to advance its interests in a rapidly changing world.
This book discusses the basic components of any alarm system.All alarm systems have two basic functions. First, they monitor their environment looking for a change such as a door or window opening or someone moving about in the room. Second, they alert the legal owner or user to this change. The system described in this book uses a scanning type software to detect intruders. It behaves like a guard dog, pacing up and down the fence line on the lookout for either an intruder or a familiar person. If you have an alarm key, you can disarm the system and enter.With the scanning method, the software is easy to write and explain. It can scan eight alarm zones plus two special fire zones in about one second.You don't have to be an electrical engineer to install an alarm system, just a decent carpenter, painter, and plasterer! Because this alarm system runs on 12 volts, you don't have to be a licensed electrician either to install it. The alarm system presented here uses Python software on the Raspberry Pi combined with some elementary electronic circuits. The code described in the book, as well as CAD files and a bill of materials for the alarm panel, are available for free downloading. The book provides the reader with examples of typical configurations coming straight from the author's experience. After reviewing the hardware components typically used in common alarm systems, the author shows how to plan one yourself.To implement a modular alarm, no matter if it is for a single house or for a business or restaurant, the book shows how to skillfully combine a Raspberry Pi with small auxiliary electronic circuits. These are not installation instructions but food for thought that will enable readers to find a solution to their needs.
'A thought-provoking book which empowers its readers to think about the problems in systematic, transformative ways' Fadhel Kaboub, President of the Global Institute for Sustainable Prosperity'A much-needed decolonial examination of the climate crisis' Nnimmo Bassey, author of To Cook a Continent'Groundbreaking ... offers a timely, acute analysis of what a just transition might mean for the region' Laleh Khalili, author of Sinews of War and TradeThe Arab region is a focus of world politics, with authoritarian regimes, significant fossil fuel reserves and histories of colonialism and imperialism. It is also the site of potentially immense green energy resources. The writers in this collection explore a region ripe for energy transition, but held back by resource-grabbing and (neo)colonial agendas. They show the importance of fighting for a just energy transition and climate justice - exposing policies and practices that protect global and local political elites, multinational corporations and military regimes.Covering a wide range of countries from Morocco, Algeria and Tunisia to Egypt, Sudan, UAE, Saudi Arabia, Jordan and Palestine, this book challenges Eurocentrism and highlights instead a class-conscious approach to climate justice that is necessary for our survival.Hamza Hamouchene is a London-based Algerian researcher and activist. He is the North Africa Programme Coordinator at the Transnational Institute (TNI). His books include The Arab Uprisings and The Struggle for Energy Democracy in the Maghreb. He writes for various publications including the Guardian, HuffPost and openDemocracy. Katie Sandwell is a Programme Coordinator with the Transnational Institute. She is co-author of From Crisis to Transformation: What is Just Transition?
The magic and mastery of anime springs to life in this gorgeous celebration of the genre A uniquely powerful form of artistic expression, anime has embraced complex and provocative ideas since its inception in the mid twentieth century. This dynamic and wide-ranging book explores eighty key themes of the genre, from wars to natural disasters, nature to ecology, childhood to magic, dystopias to fables. It looks at more than one hundred masterpieces of Japanese animation, including Akira, Ghost in the Shell, One Piece, Princess Mononoke, Grave of the Fireflies and Howl's Moving Castle, to show how practitioners consistently balance tradition with modernity and how anime's distinct style has influenced other forms of media such as video games, comic books and live-action films. Covering an enormous range of talent-from Isao Takahata, Katsuhiro O^tomo, and Makoto Shinkai to Studio Ghibli and Mamoru Oshii-it demonstrates how anime makes room for limitless creativity. Unfettered by the physical constraints of nature's laws, these artists realize our deepest emotions and our wildest dreams.
Get strong and stay health with workouts you can do at home Calisthenics For Dummies will teach you how to become stronger and leaner, have more energy and less stress, and live longer, all while enjoying an exercise program that saves you time and money. With calisthenics and bodyweight exercise, you don't need any equipment--just a little space and the knowledge to train comprehensively. This book teaches you the basics, with workouts covering all the muscle groups and important advice on how to stay injury-free. You'll find suggestions for multi-week programs that you can ease into, taking the intimidation out of working out. Get motivated and get moving right away with this simple Dummies guide. Get lean, lose weight, and build strength Add an easy, quick workout routine to your self-care strategy Exercise anywhere, any time--no gym membership or equipment needed Improve your coordination, balance, and joint healthThis is book is great for anyone looking for a workout that they can do anytime and anywhere, without having to spend a fortune on equipment. Calisthenics For Dummies will give you the power to improve your health and stay fit.
This upper-level open access textbook uses an interdisciplinary perspective to discuss the ¿what and why¿ of public procurement, providing insight into the ¿how¿ of contemporary procurement in the public sector. The authors use theories and exemplary practices to show the next generation of public procurement professionals how public value can be created via the acquisition of works, supplies, or services by organizations operating in the public domain. Perfectly tailored to university students in public administration, law, economics, or management and those in executive education, the book first describes and explains the public procurement process, the concept of public value, the legal context of procurement and how the procurement function is organized in public organizations. The book subsequently explains how a procurement policy can be developed and translated into a procurement strategy, how tenders can be organized, suppliers selected, and contracts designed and evaluated. A final discussion chapter addresses the changes and developments in public procurement and how public procurement is moving forward. The reader of this innovative and accessible book will therefore not only learn what public procurement entails, but also how they can become a professional change agent in the field of public procurement. Forward-thinking and comprehensive, this book offers ideal reading for anyone interested in public procurement.
An illustrated guide from an Ableton Certified Trainer to enhance your Live music production skills with MIDI, audio sequencing and arrangement techniques, automation, modulation, MPE, and external instrumentsKey Features- Make the most of Ableton Live 11 tools and processes to create, record and edit your own music- Engage with non-linear workflow for both music production and live performance- Unveil the best solutions to common pitfalls and mistakes committed by Ableton Live users- Purchase of the print or Kindle book includes a free PDF eBookBook DescriptionThe Music Producer's Guide to Ableton Live will help you sharpen your production skills and gain a deeper understanding of the Live workflow. If you are a music maker working with other digital audios workstations (DAWs) or experienced in Ableton Live, perhaps earlier versions, you'll be able to put your newfound knowledge to use right away with this book.You'll start with some basic features and workflows that are more suitable for producers from another DAW looking to transfer their skills to Ableton Live 11.2. As you explore the Live concept, you'll learn to create expressive music using Groove and MIDI effects and demystify Live 11's new workflow improvements, such as Note Chance and Velocity Randomization. The book then introduces the Scale Mode, MIDI Transform tools, and other key features that can make composition and coming up with melodic elements easier than ever before. It will also guide you in implementing Live 11's new and updated effects into your current workflow.By the end of this Ableton Live book, you'll be able to implement advanced production and workflow techniques and amplify live performance capabilities with what the Live 11 workflow has to offer.What you will learn- Understand the concept of Live, the workflow of recording and editing audio and MIDI, and warping- Utilize Groove, MIDI effects, and Live 11 s new workflow enhancements to create innovative music- Use audio to MIDI conversion tools to translate and generate ideas quickly- Dive into Live's automation and modulation capabilities and explore project organization techniques to speed up your workflow- Utilize MIDI Polyphonic Expression to create evolving sounds and textures- Adopt useful techniques for production and discover the capabilities of live performanceWho this book is forIf you are a music producer, enthusiast, or hobbyist with a basic understanding of using Ableton Live for simple projects, this Ableton Live 11 book will help you improve your skills to employ the best features and techniques in your projects. This book is also for producers familiar with other DAWs looking to leverage their transferable skills to learn Ableton Live.Table of Contents- Taking a Quick Tour of Ableton Live 11- Recording Audio in Ableton Live 11- Editing Audio and Warping- Exploring MIDI Sequencing Techniques- MIDI Editing and MIDI Effects- Comping and Track Linking- Discovering Some of Live 11's Creative Audio Effects- Exploring Device Racks in Live 11- Audio to MIDI Conversion, Slicing to MIDI, and the Simpler Device- Utilizing Arrangement and Organization Techniques in our Ableton Live Project- Implementing Automation and Modulation- Getting Started with MPE in Ableton Live 11- Exploring Tempo Follower, Follow Action and Max For Live, Working with Video, and Ableton Note- Exploring MIDI Mapping, External Instruments, and MIDI CCs- Playing Live- Interesting Mixing Techniques in Live 11- Troubleshooting and File Management
Get your hands on the must-have guide for all things, QUICK, EASY AND VEGAN'These speedy, fuss-free plant-based dinners use ingredients already in your cupboard' Take a BreakSO VEGAN's Roxy Pope and Ben Pook believe the food we choose to eat can have a positive impact on our planet and our health. But not just any old food. They're talking about simple and speedy plant-based meals, which you'll find right here in EASY - a collection of 100 irresistible vegan recipes designed to be nutritious, delicious and totally fuss-free.- Creamy Pesto Rosso Gnocchi- Teriyaki Meatball Ramen- Barbecued Mushroom Tacos- Lemongrass + Coconut Curry- Harissa Bolognese- Red Pepper Tapenade Baguette Pizzas- Sloppy Joe Quesadillas- Gooey Chocolate BrowniesWith chapters covering speedy midweek meals, healthy but hearty weekend dinners and indulgent desserts, discover the EASY way to eat mouth-watering, plant-based meals every day of the week.
"Lan Wangji and Wei Wuxian arrive at a desolate city where the bodies of massacred clan members rest uneasily in their graves. A cold case here once shocked the major cultivation clans and the murderer may still be at large. But to rescue the junior clan members trapped in the city, the two men must battle their way through fierce corpses that Wei Wuxian can t control. Who created this ghost town in the first place, defying the edict of the founder of demonic cultivation? A mysterious blind ghost may carry the answers."--Provided by publisher.
From the world of Netflix's Umbrella Academy comes The Commission Handbook, an in-world guide to protecting the time space continuum
"Join Curiosity Lab founder Michael Tennant on his mission to create one million empathy experts! Whether you are seeking a powerful professional development and communication tool, hoping to find common ground with those you disagree with, or striving to better understand your needs, fears, and dreams-your journey begins here. The Power of Empathy invites you to get curious with your emotions, lean into uncomfortable situations, and truly connect with the people around you. Tennant leads you through these life lessons using the six phases of empathy-a thirty-day program with an inclusive, intersectional lens that grounds abstract concepts with an actionable framework. Each section offers heartfelt personal stories, techniques for mindfulness, and engaging journaling exercises that connect the dots between individual mental health and community support systems. Learn to compassionately support, courageously confront, gracefully model, effectively resolve, and masterfully connect-all by the power of empathy!"--
Take a walk down memory lane with the Gilmore Girls as they reminisce on the moments that made Stars Hollow the perfect home for a young mother and daughter. Full-color illustrations as charming as the town square, and sweet memories appropriate for fans of all ages, bring the Gilmore Girls to a new generation.Lorelai and Rory recall when they first arrived in Stars Hollow in search of a welcoming home and community. In this delightfully illustrated picture book, pivotal moments in Lorelai’s and Rory’s lives are revisited. See the sweet potting shed behind the Independence Inn where the Girls made their home, experience how Rory and Lane first met, and celebrate the seasons with the whole community of Stars Hollow. THE GILMORE GIRLS’ FAVORITE MEMORIES: Learn for the first time how Lorelai and Rory were embraced by the town of Stars Hollow FOR FANS OF ALL AGES: The memories of a young mother and her daughter seeking a welcoming home and community are depicted with warmth and charm appropriate for all ages OLD FRIENDS, MEMORABLE MOMENTS: Filled with fan-favorite characters including Miss Patty, Luke, Sookie, and more BEAUTIFULLY ILLUSTRATED: Original full-color illustrations bring the town and residents of Stars Hollow to life like never before FOR MOTHER’S DAY AND EVERY DAY: This book is a perfect gift for Mother’s Day or for a quiet bedtime story any night of the year
A rapturous novel about a young chef whose discovery of pleasure alters her life and, indirectly, the world'A rich novel of ideas' GUARDIAN'A tasty treat' iNEWS'A genius balance of page-turning and lyrical prose' INDEPENDENT'A sharp, sensual piece of art. When I read I'm always searching for pleasure, for the want, and this book helped me feel something' RAVEN LEILANI'It's rare to read anything that feels this unique. A richly imagined, ambitious, and haunting novel' GABRIELLE ZEVIN'Truly exceptional' ROXANE GAYA smog has spread. Food crops are disappearing. A chef escapes her career in London to take a job at a decadent mountaintop colony seemingly free of the world's troubles. There, her enigmatic employer and his visionary daughter have built a lush new life for the global elite, one that reawakens the chef to the pleasures of taste, touch and her own body.In this atmosphere of hidden wonders and seductive violence, the chef's boundaries undergo a thrilling erosion. Soon she is pushed to the center of a startling attempt to reshape the world far beyond the plate.Sensuous and surprising, joyous and bitingly sharp, told in alluring language, Land of Milk and Honey is a striking novel about food, sex and the intricacies of desire and longing.Praise for C Pam Zhang:'A blazing writer' Daisy Johnson'Truly gifted' Sebastian Barry'An arrestingly original writer' Sunday Times
"In the battle between Bofurin and Shishitoren, bodies get knocked out and dragged off the stage one by one. Sakura is still the new kid in town, but he's fired up to fight Shishitoren's second-in-command Togame. Meanwhile, tensions rise between the gangs, with each matchup pitting opponents who have personal scores to settle. Sakura knows he'll need more than physical strength to win. Does he have what it takes to blow the competition away?"--Publisher.
This book offers a complete focus on the radiographic analysis of the abdominal wall and hernias. An estimated 20 million hernias are repaired annually throughout the world. As the technology utilized to complete hernia repairs becomes more complex, surgeons are required to have a more thorough understanding of the radiographic anatomy and diagnostic modalities used to evaluate hernias. Furthermore, the amount that now goes into the preoperative planning of hernias for complex repairs (such robotic and open transversus abdominis muscle release procedures) requires an understanding of radiology and the ability to identify nuances of anatomy offered by the imaging. The use of mesh and extent of re-do hernia repairs has also complicated radiographic evaluation of hernias. The text is a comprehensive review of abdominal wall imaging broken down into individual types of hernia. Each hernia type is discussed with consideration to the best type of imaging evaluation, unique radiographic findings and considerations prior to repair. Representative images, diagrams and videos are used to point out anatomy and features of the hernia. This text offers the first-of-its-kind standardized approach to evaluating hernias radiographically. Most importantly, each hernia and chapter is approached with the surgeon in mind, meaning, authors explain the radiology based on anatomy and with a plan for surgical repair on the horizon. Select chapters include illuminating videos to give context to the text. This is an ideal guide for practicing surgeons and trainees treating patients with hernias.
'An incredible and stirring story . . . a mix of competition, camaraderie as well as a larky sense of adventure . . . Down goes the flag. Smash goes the bottle. Shards of emerald glass and champagne spume catch the light. The race from Peking to Paris has begun' Spectator'And it's Go, Go, Go . . . A captivating history of a seemingly impossible journey and one of the most challenging endurance trials in the history of motoring . . . Skillful researcher and fine storyteller, St Clair's narrative is full of surprises . . . Fabulous . . . she hopes to follow Prince Borghese on his heroic journey and - if you share my absorbed interest in her adventurous narrative you may want to emulate her. See you there?' Miranda Seymour, Literary Review10 June 1907, Peking. Five cars set off in a desperate race across two continents on the verge of revolution.An Italian prince and his chauffeur, a French racing driver, a conman and various journalists battle over steep mountain ranges and across the arid vastness of the Gobi Desert. The contestants need teams of helpers to drag their primitive cars up narrow gorges, lift them over rough terrain and float them across rivers. Petrol is almost impossible to find, there are barely any roads, armed bandits and wolves lurk in the forests. Updates on their progress, sent by telegram, are eagerly devoured by millions in one of the first ever global news stories. Their destination: Paris. More than its many adventures, the Peking-to-Paris provided the impetus for profound change. The world of 1907 is poised between the old and the new: communist regimes will replace imperial ones in China and Russia; the telegraph is transforming modern communication and the car will soon displace the horse. In this book bestselling author Kassia St Clair traces the fascinating stories of two interlocking races - setting the derring-do (and sometimes cheating) of one of the world's first car races against the backdrop of a larger geopolitical and technological rush to the future, as the rivalry grows between countries and empires, building up to the cataclysmic event that changed everything - the First World War. The Race to the Future is the incredible true story of the quest against the odds that shaped the world we live in today.
'The 'Enfant terrible' of astrophysics . . . Loeb has a joy in conjecture and an omnivorous spirit of inquiry that are more reminiscent of 20th-century thinkers such as Freeman Dyson or Carl Sagan than most of his peers' The TimesCould we build space craft that could travel to distant stars? Could we augment human biology for spaceflight? Could the search for extraterrestrials be brought into the mainstream of scientific research?Avi Loeb tells us that in each case, the real question is not could we, but will we choose to? With an approach that is firmly grounded in cutting-edge science, he explores the potential for non-rocket space launch, deep space probes, and the technological preservation of human civilisation. He examines the evidence for UFOs and UAPs, and argues that the search for further evidence, using existing scientific technologies, is long overdue.Urgent and important, Noah's Spaceship is a mission statement and a blueprint for the future of humanity. Loeb explains why becoming interstellar is imperative for our civilization to survive - and how we can accomplish it.'One of the more imaginative and articulate scientists around' New York Times
The next title in Workman’s bestselling Paint by Sticker adult line, Paint by Sticker: Works of Art presents twelve stunning pieces by famous artists for you to complete, one sticker at a time. Peel the sticker, place the sticker, and watch your painting come to life. Degas, Van Gogh, Renoir, and . . . you! Sit down to paint your masterpiece—actually, twelve of them!—with Paint by Sticker: Works of Art, which includes everything you need to complete a dozen colorful, world-renowned paintings. And note—the cardstock pages are perforated, so the finished picture can easily be removed for framing, turning your home into a museum.
Preceded by Handbook of neurosurgery / Mark S. Greenberg. Ninth edition. [2020].
A magisterial history of the astounding rise - and unimaginable fall - of America's most iconic corporationPerhaps no company reflects American ingenuity, innovation, and industrial fortunes as well as the iconic General Electric Company. Producing storied leaders and almost every product imaginable, GE built a cult of success that hid cracks in its foundation. In this masterful history, William D. Cohan, one of America's most pre-eminent financial journalists, argues that GE's legacy is both a paragon and a cautionary tale through which to understand twentieth-century America. Power Failure limns the eventful 130-year history of GE, bringing fresh analysis drawn from rare interviews with key figures of the company's golden era, including Jack Welch himself. As Cohan recounts, Welch traded on a sterling legacy to make GE the most valuable and respected company in the world, while cloaking its vulnerabilities. What he handed to his successor Jeffrey Immelt was, Cohan argues, both an impossible standard and a more troubled reality. Tracing the company's leaps and stumbles through the personalities that defined it, Power Failure offers a surprising retelling of the GE story, puncturing the myth we think we know for a fresh look at its legacy - and what it tells us about the state of the financial world.
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